{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dogsp = cv.imread(\"./image/dogsp.jpeg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "doggau = cv.imread(\"./image/dogGauss.jpeg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 均值滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dog = cv.blur(dogsp,(5,5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12a8b0a50>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dog[:,:,::-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 高斯滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dog = cv.GaussianBlur(doggau,(3,3),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1290f73d0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dog[:,:,::-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 中值滤波"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "dog = cv.medianBlur(dogsp,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12e5d41d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dog[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x12eee1e50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(dogsp[:,:,::-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
